Update README.md

README.md

@@ -54,3 +54,20 @@ configs:
   - split: test
     path: queries/test-*
 ---
+
+### Description
+This dataset was built upon [Syntec](https://huggingface.co/datasets/lyon-nlp/mteb-fr-retrieval-syntec-s2p) information retrieval dataset, negative samples were created using BM25. 
+Please refer to our paper for more details. 
+
+### Citation
+If you use this dataset in your work, please consider citing:
+```
+@misc{ciancone2024extending,
+      title={Extending the Massive Text Embedding Benchmark to French}, 
+      author={Mathieu Ciancone and Imene Kerboua and Marion Schaeffer and Wissam Siblini},
+      year={2024},
+      eprint={2405.20468},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```